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Your marketing team just published an important policy update. Two hours later, a user asks your AI chatbot about the new policy, and it confidently explains the old version—completely unaware that anything changed. The user, confused by the discrepancy with what they read on the website, opens a support ticket asking why the chatbot is "broken." Your team explains that the chatbot needs manual re-indexing, which happens nightly. The user's trust in your AI system drops significantly.

You're starting a new RAG project and face a decision that will shape your next 6-12 months: use a framework like LangChain, or build directly with the OpenAI API? The internet offers conflicting advice. X’s threads call LangChain "overkill" and "too much abstraction." Blog posts praise its mature patterns and ecosystem. Your team splits between "let's move fast with the framework" and "we should control our own code."

It starts like this: a user types, “How do I reset my password?” and waits… 25 seconds… 30 seconds… before giving up and emailing support. Behind the scenes, your AI chatbot does have the right answer — but it’s too slow, too costly, and users are walking away. The latest API bill? $5,000, mostly for answering the same dozen questions again and again.

Your AI chatbot may respond quickly, but are its answers correct? Many organizations implementing RAG (Retrieval-Augmented Generation) chatbots discover a frustrating truth: semantic similarity doesn't equal relevance. For example, a user may ask about "implementing zero-trust security architecture in hybrid cloud environments," and the system confidently returns articles about "cloud security," but they discuss basic firewall rules instead of zero-trust principles.

The Mautic community is gathering for its premier annual event, and Droptica is excited to be part of it, again. Mautic World Conference 2025 takes place 3-7 November 2025, bringing together marketing automation enthusiasts, developers, and business leaders both in London and online. As a proud Swag Bag Drop sponsor, we're continuing our commitment to the Mautic open-source ecosystem.

Have you ever created a form in Drupal that had a dozen or so fields and looked like a long, messy list? Or maybe you wanted to limit the number of characters in a text field, but didn't know how to do it without programming? These and many other problems are solved by 10 modules that extend the standard Drupal Field module. The tools I will present in this article are worth knowing if you are an administrator or product owner of a Drupal site.

The HR department is responsible for recruitment, employee development, and leave management. At the same time, HR professionals spend most of their time on repetitive administrative tasks. A modern intranet system can automate routine processes and give employees the tools to manage their own affairs. How exactly does the intranet software support the work of the HR teams?

Drupal is an excellent tool for building intranet networks. The Drupal core already provides many essential intranet features, while its real strength lies in the contributed modules developed by the community. These extensions allow companies to add advanced functionality at minimal cost. In this article, we will present 16 of the best contributed modules that will transform your Drupal intranet into a professional communication and collaboration center.

The Drupal community is getting ready for one of the year’s most exciting events. DrupalCon Vienna 2025, happening from 14–17 October 2025, will once again bring together more than a thousand developers, designers, content creators, business leaders, and decision-makers from around the world. It’s a chance to exchange ideas, contribute, and shape the future of the open web — and of course, Droptica will be there.

Choosing a content management system is a strategic decision for any organization. Since the beginning of 2025, we have received approximately 200 inquiries regarding the implementation of new projects based on Drupal. After analyzing these messages, we identified 10 categories of questions that most frequently arise among companies considering implementing this CMS. In this article, I will present these questions along with their answers.